The development and deployment of powerful new technologies without requiring internalization of externalities creates long-term irreversible harms, as exemplified by 'forever chemicals' (PFOA) from DuPont's Teflon that persist in the environment and now contaminate all rainwater on Earth, serving as a cautionary tale for how AI deployment without safety guardrails could create similar irreversible consequences.